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Automated Determination of Topology and Line Parameters in Low Voltage Systems Using Smart Meters Measurements

Authors :
Vinicius C. Cunha
Surya Santoso
Fernanda C. L. Trindade
Walmir Freitas
Source :
IEEE Transactions on Smart Grid. 11:5028-5038
Publication Year :
2020
Publisher :
Institute of Electrical and Electronics Engineers (IEEE), 2020.

Abstract

This work proposes a generic method to utilize customer smart meter measurements to automatically and simultaneously estimate topology, line parameters, and customer and line phasing connections in low voltage (LV) distribution systems. This generic approach is applicable to single, two, and three-phases lines and customers. Hence, it is suitable not only for North American systems but also for European and South American systems. This generic estimation is conducted by using a multiple linear regression model applied to data supplied by customers meters. The acceptance of each estimated parameter is carried out through comparisons with mathematical (e.g., coefficient of determination and relative standard deviation) and physical constraints (e.g., resistances, line length, and conductor X/R ratios). Granularity and sensitivity analyses are also conducted taking into account smart meter data quality (e.g., update ratio, metering errors, resolution, clock desynchronization). The obtained results show the high performance of the method to correctly estimate the system topology, line parameters, and line and customers phasing based on a specification of 15-day sample size with 60-min resolution as a general compromise solution between data acquisition and accuracy.

Details

ISSN :
19493061 and 19493053
Volume :
11
Database :
OpenAIRE
Journal :
IEEE Transactions on Smart Grid
Accession number :
edsair.doi...........2ad3b23611d3f3f7b76bce599ba86b0b
Full Text :
https://doi.org/10.1109/tsg.2020.3004096